AWS offers SageMaker Serverless Inference.
How it works: Similar to AWS Lambda, SageMaker automatically provisions, scales, and turns off the compute capacity based on volume.
Idle Handling: It completely eliminates paying for idle time. You pay only for the exact compute time (in milliseconds) used to process a request and the data processed.
The Catch: It has limits on model size and doesn't currently support massive multi-billion parameter LLMs that require heavy GPU configurations.
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